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My First Million
March 19, 2026

The AI Company Everyone Slept On Just Broke Every Record

Quick Read

This episode unpacks how AI is not only creating unprecedented business growth for companies like Anthropic but also empowering individuals to solve complex problems and reshaping traditional service industries.
Anthropic's revenue growth (10x YoY) dwarfs traditional tech giants.
Individuals are using AI to solve complex problems like cancer.
"Service as a software" is transforming agencies into high-margin, scalable businesses.

Summary

The hosts discuss several "crazy AI stories," starting with Anthropic's explosive revenue growth, highlighting its 10x year-over-year expansion and unique investment challenges. They then detail how an Australian entrepreneur used AI tools to cure his dog's cancer, illustrating AI's potential in healthcare. The conversation shifts to the rise of young, successful entrepreneurs, attributing it to widespread access to information and a culture of emulation. Finally, they explore how AI is transforming business models, particularly the "service as a software" concept, and offer a blueprint for individuals to become AI transformation consultants.
This episode provides concrete examples of AI's immediate impact on business, individual problem-solving, and the entrepreneurial landscape. It reveals how AI is creating new markets, redefining traditional service industries, and lowering the barrier to entry for young founders, offering a blueprint for leveraging AI for personal and professional growth.

Takeaways

  • Anthropic achieved $6 billion in revenue in a single month, surpassing annual revenues of established tech companies like Snowflake and Databricks.
  • AI tools like ChatGPT, AlphaFold, and Grok are being combined by individuals to tackle complex challenges, exemplified by curing a dog's cancer.
  • The "service as a software" model, enabled by AI, is increasing agency gross margins and valuations, making them attractive to private equity.
  • A new generation of entrepreneurs, some as young as 13-14, are building successful companies due to ubiquitous access to information and role models.

Insights

1Anthropic's Hypergrowth and Investment Paradox

Anthropic, founded by former OpenAI researchers, achieved $6 billion in revenue in one month, exceeding the annual revenue of multi-hundred-billion-dollar companies like Snowflake and Databricks. Despite this explosive growth (10x year-over-year), its CEO faces a unique challenge: conservative investment in server infrastructure is necessary to avoid bankruptcy if growth rates, while still high, fall short of aggressive 10x projections, creating a tension between rapid expansion and financial stability.

Anthropic did $6 billion in revenue in a single month, more than Snowflake or Databricks' annual revenue. They've grown revenue 10x every single year for the last 3 or 4 years. The CEO stated that if they bet on another 10x but only grow 5x, they could go bankrupt due to server investment costs.

2AI Empowers Individual Problem-Solving in Healthcare

An Australian entrepreneur used a combination of ChatGPT, AlphaFold, and Grok to sequence his dog's tumor DNA, predict protein structures, and design a custom vaccine, ultimately curing the dog's cancer. This demonstrates how AI tools, when combined with high agency, can enable individuals to navigate complex scientific and regulatory hurdles to achieve breakthroughs.

A man used ChatGPT for ideas, sequenced his dog's tumor DNA, used AlphaFold for protein folding structure, and Grok to design a custom vaccine, which cured his dog's cancer. He noted that regulatory approval was harder than curing the cancer itself.

3The Rise of the "Service as a Software" Business Model

AI is transforming traditional service businesses (agencies) by increasing gross margins (from 40-50% to 75%) and improving scalability. This shift, dubbed "service as a software," is making service companies more attractive to private equity, which now values them similarly to SaaS companies due to AI-driven efficiency and scalability.

Rine's thesis on 'service as a software' predicted that AI would make service companies more efficient, increasing gross margins to 75% and improving scalability. Private equity firms are now shifting budget from buying SaaS to buying service companies, valuing them like software companies.

4AI as a Catalyst for Entrepreneurial Transformation in Traditional Industries

AI can rapidly generate and implement solutions for non-tech-savvy business owners. An example is a retail shopping center owner who used Claude and Perplexity to build a live website tracking retailer expansion/contraction and lease expirations, providing proactive insights for tenant management and competitive advantage.

A retail shopping center owner, not highly exposed to AI, used Claude to generate 10 AI use cases for his business. One idea, a retail expansion/contraction tracker, was then built into a live website using Perplexity, providing real-time data on retailers' store plans and lease expirations.

5Information Access Fuels a Younger Generation of Entrepreneurs

The ubiquitous availability of information, role models, and success stories through platforms like Twitter, TikTok, and YouTube has normalized entrepreneurship for younger generations. This exposure is leading to a surge of successful founders as young as 13-14, who are building significant companies at an earlier age than previous generations.

A group of young, successful entrepreneurs (eldest 25) noted that 13-14 year olds are now building companies that will surpass theirs. The hosts attribute this to constant exposure to entrepreneurial success via social media, normalizing the idea of making millions and providing models to emulate.

Bottom Line

Pokémon Go's Unforeseen Data Goldmine: Niantic, the company behind Pokémon Go, retained all the street-level photo and video data captured by millions of players worldwide. This unique dataset, gathered by users walking around cities, is now being licensed to AI companies for training self-delivery bots.

So What?

This highlights how seemingly innocuous user-generated data from past ventures can become an invaluable, proprietary asset for future AI applications, creating unexpected revenue streams and competitive advantages.

Impact

Businesses should audit their historical data assets for potential AI training value, even if the original purpose was different. Consider data retention strategies with future AI applications in mind.

The "Data is the New Oil" Analogy Finally Validated by AI: For years, "data is the new oil" was a common but often abstract analogy. AI has provided the "engine" (like the car for oil) that finally unlocks the practical value of vast, previously underutilized datasets.

So What?

This means that companies sitting on unique data, like Niantic with its real-world imagery or Handshake with student profiles, are discovering "lottery tickets" as AI creates clear use cases for their specific "oil."

Impact

Identify and categorize unique, proprietary datasets within your organization. Actively explore how new AI models and applications can unlock previously unrealized value from these data assets, potentially creating new business lines or competitive moats.

The "AI Transformation Consultant" as the New SMMA: The hosts propose that the most obvious business opportunity for aspiring entrepreneurs is to become an "AI transformation consultant." Similar to the Social Media Marketing Agency (SMMA) boom, this involves becoming an AI expert, auditing businesses for AI integration opportunities, and implementing AI solutions for a fee.

So What?

This model offers a 'no-risk' value proposition to non-tech-savvy business owners who know they need AI but don't know where to start, bridging a significant market gap.

Impact

Individuals can quickly develop AI expertise and offer consulting services to specific niches (e.g., local businesses, specific industries), providing AI audits and implementation, then scaling by replicating successful solutions across similar clients.

Opportunities

AI Transformation Consulting Agency

Offer businesses "no-risk" audits to identify and implement AI solutions for improved efficiency, margins, and scalability. Target specific niches (e.g., dentists, retail property owners) to replicate successful blueprints.

Source: Host discussion on the "business in a box" opportunity

Niche AI-Powered Industry Tools

Develop and sell AI-driven platforms for specific traditional industries, such as a retail expansion/contraction tracker for commercial real estate or an automated lease management system, leveraging AI's ability to scrape data and provide predictive insights.

Source: Demo of AI tool for retail shopping center owner

Curated AI Training Data Services

Build on the model of companies like Handshake, using a pool of skilled individuals (e.g., college students) to provide high-quality, curated training data for AI labs across various disciplines (e.g., labeling math answers, expert feedback).

Source: Discussion about Handshake's pivot to training data

Lessons

  • Become an AI Transformation Consultant: Identify a niche, become proficient in AI tools, and offer businesses "no-risk" audits to implement AI solutions, leveraging the "service as a software" model for high margins and scalability.
  • Explore AI for Personal & Business Productivity: Experiment with different AI models (Claude, ChatGPT, Grok, Perplexity) for various tasks like writing, research, and data analysis to identify which tools best suit specific needs and unlock "superpowers."
  • Audit Your Business for AI Opportunities: Regardless of industry, proactively seek ways to integrate AI to automate monotonous tasks, gain competitive intelligence, and improve operational efficiency, as demonstrated by the retail property owner example.

Blueprint for an AI Transformation Consulting Agency

1

Become an AI Expert: Dedicate nights and weekends to learning various AI tools and their capabilities.

2

Identify a Niche: Choose a specific industry or type of business (e.g., dentists, retail property owners) that is not yet AI-savvy.

3

Offer a "No-Risk" Audit: Approach business owners with a proposal to audit their operations and identify AI implementation opportunities, promising value before payment.

4

Implement AI Solutions: Develop and implement custom AI solutions (e.g., automated dashboards, data scraping tools, content generation) that address identified pain points and drive measurable value.

5

Scale and Replicate: Once successful with one client, replicate the blueprint across similar businesses within the chosen niche, leveraging the "service as a software" model for high margins.

Quotes

"

"If AI is so good that it can do all these jobs, you think it just can't do yours? Why is yours so special?"

Sam Parr
"

"The weird thing is like we're like one of the most successful companies ever, but if I'm wrong, like if I bet wrong on that, we'll go broke."

Anthropic CEO
"

"The regulatory was the harder part than actually curing the cancer."

Host (referencing the dog cancer story)
"

"Service businesses have historically had lower margins and lower multiples... AI seems to have changed this."

Rine
"

"The biggest opportunity right now... is to basically go sell AI transformation."

Sam Parr

Q&A

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